Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	14000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.3 MiB
Average record size in memory	176.0 B

Variable types

NUM	20
BOOL	2

Warnings

`HR Touchpoints` has 6172 (44.1%) zeros	Zeros
`National Origin (code)` has 5521 (39.4%) zeros	Zeros
`Social Media Activity (Twitter, Facebook, Instagram)` has 1264 (9.0%) zeros	Zeros
`Years of Service` has 1079 (7.7%) zeros	Zeros

Reproduction

Analysis started	2020-12-03 23:04:12.732715
Analysis finished	2020-12-03 23:05:11.560947
Duration	58.83 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

EmployeeLeft
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.4 KiB

1	8169
0	5831

Common Values
Chart

Value	Count	Frequency (%)
1	8169	58.4%
0	5831	41.6%

HR Touchpoints
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.635285714
Minimum	0
Maximum	14
Zeros	6172
Zeros (%)	44.1%
Memory size	109.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	2
95-th percentile	6
Maximum	14
Range	14
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.813777799
Coefficient of variation (CV)	1.109150397
Kurtosis	1.398303347
Mean	1.635285714
Median Absolute Deviation (MAD)	2
Skewness	1.136461925
Sum	22894
Variance	3.289789903
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	6172	44.1%
2	5102	36.4%
4	2001	14.3%
6	581	4.2%
8	127	0.9%
10	12	0.1%
12	3	< 0.1%
14	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6172	44.1%
2	5102	36.4%
4	2001	14.3%
6	581	4.2%
8	127	0.9%

Value	Count	Frequency (%)
14	2	< 0.1%
12	3	< 0.1%
10	12	0.1%
8	127	0.9%
6	581	4.2%

Hired through SMTP
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	109.4 KiB

1	7005
0	6995

Common Values
Chart

Value	Count	Frequency (%)
1	7005	50.0%
0	6995	50.0%

LinkedIn Skill Code
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	48398.11714
Minimum	10000
Maximum	87136
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	10000
5-th percentile	10000
Q1	22856
median	48568
Q3	74280
95-th percentile	87136
Maximum	87136
Range	77136
Interquartile range (IQR)	51424

Descriptive statistics

Standard deviation	25751.58614
Coefficient of variation (CV)	0.5320782637
Kurtosis	-1.260390145
Mean	48398.11714
Median Absolute Deviation (MAD)	25712
Skewness	0.003802108124
Sum	677573640
Variance	663144188.5
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
74280	2043	14.6%
22856	2032	14.5%
10000	2028	14.5%
61424	2000	14.3%
35712	1997	14.3%
87136	1958	14.0%
48568	1942	13.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000	2028	14.5%
22856	2032	14.5%
35712	1997	14.3%
48568	1942	13.9%
61424	2000	14.3%

Value	Count	Frequency (%)
87136	1958	14.0%
74280	2043	14.6%
61424	2000	14.3%
48568	1942	13.9%
35712	1997	14.3%

Mentor Program Involvement (Scaled)
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.018071429
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.004395982
Coefficient of variation (CV)	0.4988452837
Kurtosis	-1.253535715
Mean	4.018071429
Median Absolute Deviation (MAD)	2
Skewness	-0.01006268641
Sum	56253
Variance	4.017603252
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
7	2046	14.6%
4	2030	14.5%
6	2022	14.4%
1	1986	14.2%
2	1985	14.2%
3	1966	14.0%
5	1965	14.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1986	14.2%
2	1985	14.2%
3	1966	14.0%
4	2030	14.5%
5	1965	14.0%

Value	Count	Frequency (%)
7	2046	14.6%
6	2022	14.4%
5	1965	14.0%
4	2030	14.5%
3	1966	14.0%

National Origin (code)
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.399571429
Minimum	0
Maximum	5
Zeros	5521
Zeros (%)	39.4%
Memory size	109.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.576190747
Coefficient of variation (CV)	1.126195287
Kurtosis	-0.08198519722
Mean	1.399571429
Median Absolute Deviation (MAD)	1
Skewness	1.014246403
Sum	19594
Variance	2.484377272
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	5521	39.4%
1	3422	24.4%
2	2020	14.4%
3	1126	8.0%
5	1110	7.9%
4	801	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5521	39.4%
1	3422	24.4%
2	2020	14.4%
3	1126	8.0%
4	801	5.7%

Value	Count	Frequency (%)
5	1110	7.9%
4	801	5.7%
3	1126	8.0%
2	2020	14.4%
1	3422	24.4%

Recruiting Method Code
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	53644.513
Minimum	10000
Maximum	88743
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	10000
5-th percentile	21249
Q1	43747
median	54996
Q3	66245
95-th percentile	77494
Maximum	88743
Range	78743
Interquartile range (IQR)	22498

Descriptive statistics

Standard deviation	18288.97116
Coefficient of variation (CV)	0.3409290184
Kurtosis	-0.3749477817
Mean	53644.513
Median Absolute Deviation (MAD)	11249
Skewness	-0.3192240748
Sum	751023182
Variance	334486466
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
54996	3171	22.7%
66245	3112	22.2%
43747	2674	19.1%
77494	1789	12.8%
32498	1612	11.5%
21249	727	5.2%
88743	481	3.4%
10000	434	3.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000	434	3.1%
21249	727	5.2%
32498	1612	11.5%
43747	2674	19.1%
54996	3171	22.7%

Value	Count	Frequency (%)
88743	481	3.4%
77494	1789	12.8%
66245	3112	22.2%
54996	3171	22.7%
43747	2674	19.1%

Salary Level, Relative to Peers (Grouped)
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	95.99828571
Minimum	80
Maximum	112
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	80
5-th percentile	80
Q1	88
median	96
Q3	104
95-th percentile	112
Maximum	112
Range	32
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.34216093
Coefficient of variation (CV)	0.1181496195
Kurtosis	-1.305637264
Mean	95.99828571
Median Absolute Deviation (MAD)	8
Skewness	-0.004284663179
Sum	1343976
Variance	128.6446145
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
80	2836	20.3%
104	2817	20.1%
112	2805	20.0%
96	2784	19.9%
88	2758	19.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
80	2836	20.3%
88	2758	19.7%
96	2784	19.9%
104	2817	20.1%
112	2805	20.0%

Value	Count	Frequency (%)
112	2805	20.0%
104	2817	20.1%
96	2784	19.9%
88	2758	19.7%
80	2836	20.3%

Social Media Activity (Twitter, Facebook, Instagram)
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.736357143
Minimum	0
Maximum	7
Zeros	1264
Zeros (%)	9.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	6
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.809561287
Coefficient of variation (CV)	0.6613030364
Kurtosis	-0.3593165197
Mean	2.736357143
Median Absolute Deviation (MAD)	1
Skewness	0.5294256331
Sum	38309
Variance	3.274512052
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	3085	22.0%
3	2709	19.4%
1	2659	19.0%
4	1875	13.4%
0	1264	9.0%
5	1167	8.3%
6	669	4.8%
7	572	4.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1264	9.0%
1	2659	19.0%
2	3085	22.0%
3	2709	19.4%
4	1875	13.4%

Value	Count	Frequency (%)
7	572	4.1%
6	669	4.8%
5	1167	8.3%
4	1875	13.4%
3	2709	19.4%

Survey, Relative, Attitude toward Environment
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.439142857
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.325839561
Coefficient of variation (CV)	0.3855145353
Kurtosis	-1.141671911
Mean	3.439142857
Median Absolute Deviation (MAD)	1
Skewness	-0.2830959728
Sum	48148
Variance	1.75785054
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
5	4262	30.4%
3	3153	22.5%
4	2717	19.4%
2	2643	18.9%
1	1225	8.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1225	8.8%
2	2643	18.9%
3	3153	22.5%
4	2717	19.4%
5	4262	30.4%

Value	Count	Frequency (%)
5	4262	30.4%
4	2717	19.4%
3	3153	22.5%
2	2643	18.9%
1	1225	8.8%

Survey, Relative, Attitude toward Peers
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.023642857
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.00084228
Coefficient of variation (CV)	0.4972713411
Kurtosis	-1.252173217
Mean	4.023642857
Median Absolute Deviation (MAD)	2
Skewness	-0.01077661337
Sum	56331
Variance	4.003369827
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	2067	14.8%
7	2045	14.6%
6	2024	14.5%
5	2011	14.4%
1	1960	14.0%
2	1958	14.0%
4	1935	13.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1960	14.0%
2	1958	14.0%
3	2067	14.8%
4	1935	13.8%
5	2011	14.4%

Value	Count	Frequency (%)
7	2045	14.6%
6	2024	14.5%
5	2011	14.4%
4	1935	13.8%
3	2067	14.8%

Survey, Relative, Attitude toward Resources
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.984428571
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.415541521
Coefficient of variation (CV)	0.4743090637
Kurtosis	-1.302856452
Mean	2.984428571
Median Absolute Deviation (MAD)	1
Skewness	0.01648358495
Sum	41782
Variance	2.003757799
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	2842	20.3%
2	2841	20.3%
3	2779	19.9%
5	2769	19.8%
4	2769	19.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2842	20.3%
2	2841	20.3%
3	2779	19.9%
4	2769	19.8%
5	2769	19.8%

Value	Count	Frequency (%)
5	2769	19.8%
4	2769	19.8%
3	2779	19.9%
2	2841	20.3%
1	2842	20.3%

Survey, Relative, Attitude toward Work/Life Balance
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.453428571
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.335702585
Coefficient of variation (CV)	0.386775796
Kurtosis	-1.128844764
Mean	3.453428571
Median Absolute Deviation (MAD)	1
Skewness	-0.3181847295
Sum	48348
Variance	1.784101395
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
5	4346	31.0%
3	3063	21.9%
4	2770	19.8%
2	2528	18.1%
1	1293	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1293	9.2%
2	2528	18.1%
3	3063	21.9%
4	2770	19.8%
5	4346	31.0%

Value	Count	Frequency (%)
5	4346	31.0%
4	2770	19.8%
3	3063	21.9%
2	2528	18.1%
1	1293	9.2%

Survey, Relative, Attitude toward WorkType
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.815642857
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	7
Maximum	8
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.815576857
Coefficient of variation (CV)	0.4758246317
Kurtosis	-0.4078901367
Mean	3.815642857
Median Absolute Deviation (MAD)	1
Skewness	0.4902138025
Sum	53419
Variance	3.296319324
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	2987	21.3%
4	2743	19.6%
2	2575	18.4%
5	2018	14.4%
6	1229	8.8%
1	1148	8.2%
7	676	4.8%
8	624	4.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1148	8.2%
2	2575	18.4%
3	2987	21.3%
4	2743	19.6%
5	2018	14.4%

Value	Count	Frequency (%)
8	624	4.5%
7	676	4.8%
6	1229	8.8%
5	2018	14.4%
4	2743	19.6%

Survey, Relative, Attitude toward Workload
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.503285714
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.780750643
Coefficient of variation (CV)	0.7113653199
Kurtosis	1.343555758
Mean	2.503285714
Median Absolute Deviation (MAD)	1
Skewness	1.371034669
Sum	35046
Variance	3.171072852
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	5429	38.8%
2	3351	23.9%
3	2058	14.7%
4	1243	8.9%
5	828	5.9%
6	420	3.0%
8	412	2.9%
7	259	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5429	38.8%
2	3351	23.9%
3	2058	14.7%
4	1243	8.9%
5	828	5.9%

Value	Count	Frequency (%)
8	412	2.9%
7	259	1.8%
6	420	3.0%
5	828	5.9%
4	1243	8.9%

Survey, Relative, Peer's Average Attitude toward Peers
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.397
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.439036007
Coefficient of variation (CV)	0.6003487723
Kurtosis	-0.9223942084
Mean	2.397
Median Absolute Deviation (MAD)	1
Skewness	0.6690222615
Sum	33558
Variance	2.07082463
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	5281	37.7%
2	3331	23.8%
5	2087	14.9%
3	2024	14.5%
4	1277	9.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5281	37.7%
2	3331	23.8%
3	2024	14.5%
4	1277	9.1%
5	2087	14.9%

Value	Count	Frequency (%)
5	2087	14.9%
4	1277	9.1%
3	2024	14.5%
2	3331	23.8%
1	5281	37.7%

Survey, Relative, Peer's Average Attitude toward Resources
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.978428571
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.00591107
Coefficient of variation (CV)	0.504196829
Kurtosis	-1.256071741
Mean	3.978428571
Median Absolute Deviation (MAD)	2
Skewness	0.02359291308
Sum	55698
Variance	4.023679222
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	2055	14.7%
2	2035	14.5%
1	2025	14.5%
7	2014	14.4%
4	1981	14.1%
6	1966	14.0%
5	1924	13.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2025	14.5%
2	2035	14.5%
3	2055	14.7%
4	1981	14.1%
5	1924	13.7%

Value	Count	Frequency (%)
7	2014	14.4%
6	1966	14.0%
5	1924	13.7%
4	1981	14.1%
3	2055	14.7%

Survey, Relative, Peer's Average Attitude toward Work/Life Balance
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.479857143
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.712167616
Coefficient of variation (CV)	0.690429939
Kurtosis	0.5905796599
Mean	2.479857143
Median Absolute Deviation (MAD)	1
Skewness	1.203475486
Sum	34718
Variance	2.931517945
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	5425	38.8%
2	3370	24.1%
3	2074	14.8%
4	1208	8.6%
5	757	5.4%
7	718	5.1%
6	448	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5425	38.8%
2	3370	24.1%
3	2074	14.8%
4	1208	8.6%
5	757	5.4%

Value	Count	Frequency (%)
7	718	5.1%
6	448	3.2%
5	757	5.4%
4	1208	8.6%
3	2074	14.8%

Survey, Relative, Peer's Average Attitude toward WorkType
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.389714286
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.400654966
Coefficient of variation (CV)	0.4132073822
Kurtosis	-0.8075696484
Mean	3.389714286
Median Absolute Deviation (MAD)	1
Skewness	-0.09130259374
Sum	47456
Variance	1.961834335
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	3672	26.2%
3	3299	23.6%
5	2409	17.2%
2	2101	15.0%
1	1698	12.1%
6	821	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1698	12.1%
2	2101	15.0%
3	3299	23.6%
4	3672	26.2%
5	2409	17.2%

Value	Count	Frequency (%)
6	821	5.9%
5	2409	17.2%
4	3672	26.2%
3	3299	23.6%
2	2101	15.0%

Survey, Relative, Peer's Average Attitude toward Workload
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.519142857
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.646545753
Coefficient of variation (CV)	0.6536134893
Kurtosis	-0.4047618974
Mean	2.519142857
Median Absolute Deviation (MAD)	1
Skewness	0.8973165879
Sum	35268
Variance	2.711112916
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	5230	37.4%
2	3328	23.8%
3	1960	14.0%
6	1369	9.8%
4	1277	9.1%
5	836	6.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5230	37.4%
2	3328	23.8%
3	1960	14.0%
4	1277	9.1%
5	836	6.0%

Value	Count	Frequency (%)
6	1369	9.8%
5	836	6.0%
4	1277	9.1%
3	1960	14.0%
2	3328	23.8%

Weekly Hours Worked
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.91171429
Minimum	30
Maximum	48
Zeros	0
Zeros (%)	0.0%
Memory size	109.4 KiB

Quantile statistics

Minimum	30
5-th percentile	30
Q1	36
median	39
Q3	42
95-th percentile	45
Maximum	48
Range	18
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.671193629
Coefficient of variation (CV)	0.120045948
Kurtosis	-0.6706229252
Mean	38.91171429
Median Absolute Deviation (MAD)	3
Skewness	-0.1644473322
Sum	544764
Variance	21.82004992
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
39	3311	23.6%
42	3132	22.4%
36	2546	18.2%
45	1847	13.2%
33	1518	10.8%
30	1099	7.8%
48	547	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
30	1099	7.8%
33	1518	10.8%
36	2546	18.2%
39	3311	23.6%
42	3132	22.4%

Value	Count	Frequency (%)
48	547	3.9%
45	1847	13.2%
42	3132	22.4%
39	3311	23.6%
36	2546	18.2%

Years of Service
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.966571429
Minimum	0
Maximum	7
Zeros	1079
Zeros (%)	7.7%
Memory size	109.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	4
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.883232441
Coefficient of variation (CV)	0.6348178315
Kurtosis	-0.5523249136
Mean	2.966571429
Median Absolute Deviation (MAD)	1
Skewness	0.436680656
Sum	41532
Variance	3.546564428
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	2904	20.7%
3	2673	19.1%
1	2350	16.8%
4	2053	14.7%
5	1324	9.5%
0	1079	7.7%
7	821	5.9%
6	796	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1079	7.7%
1	2350	16.8%
2	2904	20.7%
3	2673	19.1%
4	2053	14.7%

Value	Count	Frequency (%)
7	821	5.9%
6	796	5.7%
5	1324	9.5%
4	2053	14.7%
3	2673	19.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	EmployeeLeft	HR Touchpoints	Hired through SMTP	LinkedIn Skill Code	Mentor Program Involvement (Scaled)	National Origin (code)	Recruiting Method Code	Salary Level, Relative to Peers (Grouped)	Social Media Activity (Twitter, Facebook, Instagram)	Survey, Relative, Attitude toward Environment	Survey, Relative, Attitude toward Peers	Survey, Relative, Attitude toward Resources	Survey, Relative, Attitude toward Work/Life Balance	Survey, Relative, Attitude toward WorkType	Survey, Relative, Attitude toward Workload	Survey, Relative, Peer's Average Attitude toward Peers	Survey, Relative, Peer's Average Attitude toward Resources	Survey, Relative, Peer's Average Attitude toward Work/Life Balance	Survey, Relative, Peer's Average Attitude toward WorkType	Survey, Relative, Peer's Average Attitude toward Workload	Weekly Hours Worked	Years of Service
0	0.0	0	0	22856	7	0	66245	96	1	5	7	5	4	2	3	4	2	1	3	2	42	4
1	0.0	0	1	10000	7	0	54996	96	0	2	1	2	2	6	5	5	6	3	3	1	39	0
2	0.0	0	1	10000	2	0	66245	112	1	4	3	4	1	4	1	1	1	3	4	1	33	2
3	0.0	0	1	74280	6	1	43747	88	1	5	1	5	4	7	2	2	3	1	2	2	36	2
4	1.0	4	1	35712	1	1	77494	88	0	2	4	1	3	4	5	4	5	7	5	1	39	4
5	1.0	10	0	35712	4	1	54996	104	3	3	7	1	5	3	3	5	1	1	4	1	42	7
6	1.0	2	0	10000	4	2	54996	112	4	5	7	2	4	4	8	1	5	4	6	2	36	7
7	1.0	2	1	87136	7	5	10000	88	7	5	6	1	1	4	1	1	4	5	3	5	39	2
8	1.0	2	1	74280	2	3	77494	104	1	5	2	4	3	4	8	5	4	3	3	1	33	3
9	1.0	0	0	74280	6	1	10000	112	5	5	5	3	4	6	1	1	7	1	4	1	33	3

Last rows

	EmployeeLeft	HR Touchpoints	Hired through SMTP	LinkedIn Skill Code	Mentor Program Involvement (Scaled)	National Origin (code)	Recruiting Method Code	Salary Level, Relative to Peers (Grouped)	Social Media Activity (Twitter, Facebook, Instagram)	Survey, Relative, Attitude toward Environment	Survey, Relative, Attitude toward Peers	Survey, Relative, Attitude toward Resources	Survey, Relative, Attitude toward Work/Life Balance	Survey, Relative, Attitude toward WorkType	Survey, Relative, Attitude toward Workload	Survey, Relative, Peer's Average Attitude toward Peers	Survey, Relative, Peer's Average Attitude toward Resources	Survey, Relative, Peer's Average Attitude toward Work/Life Balance	Survey, Relative, Peer's Average Attitude toward WorkType	Survey, Relative, Peer's Average Attitude toward Workload	Weekly Hours Worked	Years of Service
13990	1.0	2	1	48568	5	0	66245	104	0	2	4	3	3	3	7	5	1	4	3	1	36	1
13991	1.0	0	0	87136	4	1	66245	104	7	4	6	3	4	3	2	3	5	3	3	3	42	3
13992	0.0	2	0	87136	2	1	66245	96	4	3	1	3	3	2	2	2	1	2	4	6	42	3
13993	0.0	4	0	48568	5	0	66245	80	2	4	2	3	3	2	6	2	4	5	4	1	39	3
13994	1.0	0	1	48568	2	5	54996	80	3	5	6	4	3	3	1	3	3	1	4	1	48	3
13995	0.0	4	0	35712	6	0	43747	104	2	2	2	3	5	5	1	1	7	1	4	3	39	6
13996	0.0	4	1	22856	2	0	32498	104	4	5	2	4	1	5	7	4	1	1	2	3	33	3
13997	1.0	0	1	48568	4	0	32498	96	1	5	7	5	2	5	1	1	2	2	3	1	36	7
13998	1.0	0	0	61424	4	1	43747	88	3	2	6	2	5	8	1	3	4	4	5	1	33	2
13999	0.0	0	0	74280	3	1	66245	80	5	4	2	1	3	3	2	4	6	1	4	3	45	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows